The tutorial is meant for a broad audience: Students, researchers, biologists and
computer scientist interested in (a) an overview of general and efficient algorithms
for statistical learning used in computational biology, (b) sequence kernels for the
problems such as promoter or splice site detection. No specific knowledge will be
required since the tutorial is self-contained and most fundamental concepts are
introduced during the course.